Image-level Anomaly Detection on Real-IAD
89AUROCUniADet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 89 | 86.7 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 88.7 | 86.8 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 87.2 | 85 | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 86.9 | 85.3 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 83.6 | 82 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 82.9 | 81.5 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 82.5 | 80.9 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.01 | 82.5 | 80.3 | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 81.8 | 80.4 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.01 | 81.2 | 79.3 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.01 | 78.6 | 76.7 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 78.5 | 71.7 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 78.3 | 76.9 | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 78.2 | 76.7 | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 76.6 | 69.9 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 76.1 | 72.7 | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 74.7 | 71.2 | |
| AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 74.2 | 70.8 | |
| AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 73.3 | 70.2 | |
| Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 70 | 65.8 | |
| AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 69.5 | 64.3 | |
| WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 67 | 62.9 |